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MCP: Learning Composable Hierarchical Control with Multiplicative
  Compositional Policies

MCP: Learning Composable Hierarchical Control with Multiplicative Compositional Policies

23 May 2019
Xue Bin Peng
Michael Chang
Grace Zhang
Pieter Abbeel
Sergey Levine
ArXivPDFHTML

Papers citing "MCP: Learning Composable Hierarchical Control with Multiplicative Compositional Policies"

50 / 61 papers shown
Title
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications
Siyuan Mu
Sen Lin
MoE
186
2
0
10 Mar 2025
Discovery of skill switching criteria for learning agile quadruped locomotion
Wanming Yu
Fernando Acero
Vassil Atanassov
Chuanyu Yang
Ioannis Havoutis
Dimitrios Kanoulas
Zhibin Li
55
0
0
10 Feb 2025
Skill Expansion and Composition in Parameter Space
Skill Expansion and Composition in Parameter Space
Tenglong Liu
Junjie Li
Yinan Zheng
Haoyi Niu
Yixing Lan
Xin Xu
Xianyuan Zhan
64
4
0
09 Feb 2025
Compositional Models for Estimating Causal Effects
Compositional Models for Estimating Causal Effects
Purva Pruthi
David D. Jensen
CML
70
0
0
25 Jun 2024
PhysReaction: Physically Plausible Real-Time Humanoid Reaction Synthesis
  via Forward Dynamics Guided 4D Imitation
PhysReaction: Physically Plausible Real-Time Humanoid Reaction Synthesis via Forward Dynamics Guided 4D Imitation
Yunze Liu
Changxi Chen
Chenjing Ding
Li Yi
39
6
0
01 Apr 2024
Expert Composer Policy: Scalable Skill Repertoire for Quadruped Robots
Expert Composer Policy: Scalable Skill Repertoire for Quadruped Robots
Guilherme Christmann
Ying-Sheng Luo
Wei-Chao Chen
34
0
0
18 Mar 2024
MoConVQ: Unified Physics-Based Motion Control via Scalable Discrete
  Representations
MoConVQ: Unified Physics-Based Motion Control via Scalable Discrete Representations
Heyuan Yao
Zhenhua Song
Yuyang Zhou
Tenglong Ao
Baoquan Chen
Libin Liu
28
38
0
16 Oct 2023
AdaptNet: Policy Adaptation for Physics-Based Character Control
AdaptNet: Policy Adaptation for Physics-Based Character Control
Pei Xu
Kaixiang Xie
Sheldon Andrews
P. Kry
Michael Neff
Morgan McGuire
Ioannis Karamouzas
Victor Zordan
TTA
50
17
0
30 Sep 2023
Neural Categorical Priors for Physics-Based Character Control
Neural Categorical Priors for Physics-Based Character Control
Qing Zhu
He Zhang
Mengting Lan
Lei Han
34
32
0
14 Aug 2023
Simulation and Retargeting of Complex Multi-Character Interactions
Simulation and Retargeting of Complex Multi-Character Interactions
Yunbo Zhang
Deepak Gopinath
Yuting Ye
Jessica Hodgins
Greg Turk
Jungdam Won
31
31
0
31 May 2023
On the Value of Myopic Behavior in Policy Reuse
On the Value of Myopic Behavior in Policy Reuse
Kang Xu
Chenjia Bai
Shuang Qiu
Haoran He
Bin Zhao
Zhen Wang
Wei Li
Xuelong Li
38
1
0
28 May 2023
ACE: Adversarial Correspondence Embedding for Cross Morphology Motion
  Retargeting from Human to Nonhuman Characters
ACE: Adversarial Correspondence Embedding for Cross Morphology Motion Retargeting from Human to Nonhuman Characters
Tianyu Li
Jungdam Won
Alexander Clegg
Jeonghwan Kim
Akshara Rai
Sehoon Ha
31
21
0
24 May 2023
Perpetual Humanoid Control for Real-time Simulated Avatars
Perpetual Humanoid Control for Real-time Simulated Avatars
Zhengyi Luo
Jinkun Cao
Alexander W. Winkler
Kris Kitani
Weipeng Xu
63
91
0
10 May 2023
Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement
  Learning
Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement Learning
Tuomas Haarnoja
Ben Moran
Guy Lever
Sandy H. Huang
Dhruva Tirumala
...
Andrea Huber
N. Hurley
F. Nori
R. Hadsell
N. Heess
50
143
0
26 Apr 2023
DribbleBot: Dynamic Legged Manipulation in the Wild
DribbleBot: Dynamic Legged Manipulation in the Wild
Yandong Ji
G. Margolis
Pulkit Agrawal
39
55
0
03 Apr 2023
Multi-Task Reinforcement Learning in Continuous Control with Successor
  Feature-Based Concurrent Composition
Multi-Task Reinforcement Learning in Continuous Control with Successor Feature-Based Concurrent Composition
Y. Liu
Aamir Ahmad
29
4
0
24 Mar 2023
Synthesizing Physical Character-Scene Interactions
Synthesizing Physical Character-Scene Interactions
Mohamed Hassan
Yunrong Guo
Tingwu Wang
Michael J. Black
Sanja Fidler
Xue Bin Peng
44
80
0
02 Feb 2023
A Constrained-Optimization Approach to the Execution of Prioritized
  Stacks of Learned Multi-Robot Tasks
A Constrained-Optimization Approach to the Execution of Prioritized Stacks of Learned Multi-Robot Tasks
Gennaro Notomista
33
2
0
13 Jan 2023
Utilizing Prior Solutions for Reward Shaping and Composition in
  Entropy-Regularized Reinforcement Learning
Utilizing Prior Solutions for Reward Shaping and Composition in Entropy-Regularized Reinforcement Learning
Jacob Adamczyk
A. Arriojas
Stas Tiomkin
R. Kulkarni
45
8
0
02 Dec 2022
SkillS: Adaptive Skill Sequencing for Efficient Temporally-Extended
  Exploration
SkillS: Adaptive Skill Sequencing for Efficient Temporally-Extended Exploration
Giulia Vezzani
Dhruva Tirumala
Markus Wulfmeier
Dushyant Rao
A. Abdolmaleki
...
Tim Hertweck
Thomas Lampe
Fereshteh Sadeghi
N. Heess
Martin Riedmiller
OffRL
43
6
0
24 Nov 2022
ControlVAE: Model-Based Learning of Generative Controllers for
  Physics-Based Characters
ControlVAE: Model-Based Learning of Generative Controllers for Physics-Based Characters
Heyuan Yao
Zhenhua Song
Bin Chen
Libin Liu
DRL
VGen
16
41
0
12 Oct 2022
QuestSim: Human Motion Tracking from Sparse Sensors with Simulated
  Avatars
QuestSim: Human Motion Tracking from Sparse Sensors with Simulated Avatars
Alexander W. Winkler
Jungdam Won
Yuting Ye
50
115
0
20 Sep 2022
Latent Plans for Task-Agnostic Offline Reinforcement Learning
Latent Plans for Task-Agnostic Offline Reinforcement Learning
Erick Rosete-Beas
Oier Mees
Gabriel Kalweit
Joschka Boedecker
Wolfram Burgard
OffRL
46
81
0
19 Sep 2022
Neural3Points: Learning to Generate Physically Realistic Full-body
  Motion for Virtual Reality Users
Neural3Points: Learning to Generate Physically Realistic Full-body Motion for Virtual Reality Users
Yongjing Ye
Libin Liu
Lei Hu
Shi-hong Xia
3DH
52
27
0
13 Sep 2022
MoCapAct: A Multi-Task Dataset for Simulated Humanoid Control
MoCapAct: A Multi-Task Dataset for Simulated Humanoid Control
Nolan Wagener
Andrey Kolobov
Felipe Vieira Frujeri
Ricky Loynd
Ching-An Cheng
Matthew J. Hausknecht
32
21
0
15 Aug 2022
Learning Dynamic Manipulation Skills from Haptic-Play
Learning Dynamic Manipulation Skills from Haptic-Play
Taeyoon Lee
D. Sung
Kyoung-Whan Choi
Choong-Keun Lee
Changwoo Park
Keunjun Choi
44
3
0
28 Jul 2022
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on
  Continual Learning and Functional Composition
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition
Jorge Armando Mendez Mendez
Eric Eaton
KELM
CLL
37
27
0
15 Jul 2022
Embodied Scene-aware Human Pose Estimation
Embodied Scene-aware Human Pose Estimation
Zhengyi Luo
Shun Iwase
Ye Yuan
Kris Kitani
3DH
27
28
0
18 Jun 2022
Learning to Use Chopsticks in Diverse Gripping Styles
Learning to Use Chopsticks in Diverse Gripping Styles
Zeshi Yang
KangKang Yin
Libin Liu
35
29
0
28 May 2022
ASE: Large-Scale Reusable Adversarial Skill Embeddings for Physically
  Simulated Characters
ASE: Large-Scale Reusable Adversarial Skill Embeddings for Physically Simulated Characters
Xue Bin Peng
Yunrong Guo
L. Halper
Sergey Levine
Sanja Fidler
28
15
0
04 May 2022
Human Motion Control of Quadrupedal Robots using Deep Reinforcement
  Learning
Human Motion Control of Quadrupedal Robots using Deep Reinforcement Learning
Sunwoo Kim
Maks Sorokin
Jehee Lee
Sehoon Ha
36
14
0
28 Apr 2022
Imitate and Repurpose: Learning Reusable Robot Movement Skills From
  Human and Animal Behaviors
Imitate and Repurpose: Learning Reusable Robot Movement Skills From Human and Animal Behaviors
Steven Bohez
S. Tunyasuvunakool
Philemon Brakel
Fereshteh Sadeghi
Leonard Hasenclever
...
Nathan Batchelor
Federico Casarini
J. Merel
R. Hadsell
N. Heess
38
51
0
31 Mar 2022
Unsupervised Learning of Temporal Abstractions with Slot-based
  Transformers
Unsupervised Learning of Temporal Abstractions with Slot-based Transformers
Anand Gopalakrishnan
Kazuki Irie
Jürgen Schmidhuber
Sjoerd van Steenkiste
OffRL
26
16
0
25 Mar 2022
SAFER: Data-Efficient and Safe Reinforcement Learning via Skill
  Acquisition
SAFER: Data-Efficient and Safe Reinforcement Learning via Skill Acquisition
Dylan Slack
Yinlam Chow
Bo Dai
Nevan Wichers
OffRL
37
7
0
10 Feb 2022
Transfering Hierarchical Structure with Dual Meta Imitation Learning
Transfering Hierarchical Structure with Dual Meta Imitation Learning
Chongkai Gao
Yizhou Jiang
F. Chen
30
8
0
28 Jan 2022
TRAIL: Near-Optimal Imitation Learning with Suboptimal Data
TRAIL: Near-Optimal Imitation Learning with Suboptimal Data
Mengjiao Yang
Sergey Levine
Ofir Nachum
OffRL
41
42
0
27 Oct 2021
Hierarchical Skills for Efficient Exploration
Hierarchical Skills for Efficient Exploration
Jonas Gehring
Gabriel Synnaeve
Andreas Krause
Nicolas Usunier
28
40
0
20 Oct 2021
A Survey on Deep Learning for Skeleton-Based Human Animation
A Survey on Deep Learning for Skeleton-Based Human Animation
Lucas Mourot
Ludovic Hoyet
F. Clerc
Francois Schnitzler
Pierre Hellier
3DH
36
78
0
13 Oct 2021
Learning Multi-Objective Curricula for Robotic Policy Learning
Learning Multi-Objective Curricula for Robotic Policy Learning
Jikun Kang
Miao Liu
Abhinav Gupta
C. Pal
Xue Liu
Jie Fu
42
4
0
06 Oct 2021
Hierarchical Primitive Composition: Simultaneous Activation of Skills
  with Inconsistent Action Dimensions in Multiple Hierarchies
Hierarchical Primitive Composition: Simultaneous Activation of Skills with Inconsistent Action Dimensions in Multiple Hierarchies
Jeong-Hoon Lee
Jongeun Choi
26
8
0
05 Oct 2021
Dynamics-Regulated Kinematic Policy for Egocentric Pose Estimation
Dynamics-Regulated Kinematic Policy for Egocentric Pose Estimation
Zhengyi Luo
Ryo Hachiuma
Ye Yuan
Kris Kitani
EgoV
27
85
0
10 Jun 2021
From Motor Control to Team Play in Simulated Humanoid Football
From Motor Control to Team Play in Simulated Humanoid Football
Siqi Liu
Guy Lever
Zhe Wang
J. Merel
S. M. Ali Eslami
...
Tuomas Haarnoja
Brendan D. Tracey
K. Tuyls
T. Graepel
N. Heess
31
130
0
25 May 2021
Composable Energy Policies for Reactive Motion Generation and
  Reinforcement Learning
Composable Energy Policies for Reactive Motion Generation and Reinforcement Learning
Julen Urain
Anqi Li
Puze Liu
Carlo DÉramo
Jan Peters
33
26
0
11 May 2021
Discovering Diverse Athletic Jumping Strategies
Discovering Diverse Athletic Jumping Strategies
Zhiqi Yin
Zeshi Yang
M. van de Panne
KangKang Yin
42
46
0
02 May 2021
Online Baum-Welch algorithm for Hierarchical Imitation Learning
Online Baum-Welch algorithm for Hierarchical Imitation Learning
Vittorio Giammarino
I. Paschalidis
OffRL
22
2
0
22 Mar 2021
Multi-expert learning of adaptive legged locomotion
Multi-expert learning of adaptive legged locomotion
Chuanyu Yang
Kai Yuan
Qiuguo Zhu
Wanming Yu
Zhibin Li
111
184
0
10 Dec 2020
From Pixels to Legs: Hierarchical Learning of Quadruped Locomotion
From Pixels to Legs: Hierarchical Learning of Quadruped Locomotion
Deepali Jain
Atil Iscen
Ken Caluwaerts
29
35
0
23 Nov 2020
Distilling a Hierarchical Policy for Planning and Control via
  Representation and Reinforcement Learning
Distilling a Hierarchical Policy for Planning and Control via Representation and Reinforcement Learning
Jung-Su Ha
Young-Jin Park
Hyeok-Joo Chae
Soon-Seo Park
Han-Lim Choi
35
3
0
16 Nov 2020
OPAL: Offline Primitive Discovery for Accelerating Offline Reinforcement
  Learning
OPAL: Offline Primitive Discovery for Accelerating Offline Reinforcement Learning
Anurag Ajay
Aviral Kumar
Pulkit Agrawal
Sergey Levine
Ofir Nachum
OffRL
OnRL
39
155
0
26 Oct 2020
Towards General and Autonomous Learning of Core Skills: A Case Study in
  Locomotion
Towards General and Autonomous Learning of Core Skills: A Case Study in Locomotion
Roland Hafner
Tim Hertweck
Philipp Kloppner
Michael Bloesch
Michael Neunert
Markus Wulfmeier
S. Tunyasuvunakool
N. Heess
Martin Riedmiller
20
19
0
06 Aug 2020
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